dagster on binder

.gitignore

envs/
.ipynb_checkpoints/
__pycache__/
Untitled*
dask-worker-space/
_dagster*/
history/
schedules/

README.md

dagster-binder

An example of using dagster on Binder.

Demo Progress

• actually starts JupyterLab
• launches dagit in a new Lab Tab
• get dask working with labextension
• access GraphQL from kernel

anaconda-project.yml

name: dagster-binder

commands:
  lab:
    unix: jupyter lab --no-browser --debug --autoreload

env_specs:
  dagster-binder:
    channels:
      - conda-forge
      - nodefaults

    packages:
      - dagit
      - dagster >=0.11.1,<12
      - dagster-dask
      - dagster-github
      - dagster-pandas
      - dagster-postgres
      - dagster-shell
      - dagstermill
      - dask-labextension
      - importnb
      - ipywidgets
      - jupyter-server-proxy
      - jupyterlab >=3,<4
      - jupyterlab-lsp
      - jupyter-lsp-python-plugins
      - jupyterlab-tour
      - nodejs >=14,<15
      - pip
      - postgresql
      - python >=3.7,<3.8.0a0
      - xeus-python
      - pip:
        - jupyter-starters
        - quiz

cereal.csv

dagon.py

"""a little wrapper that starts dagster-daemon and dagit"""
import os
import time
import sys
import subprocess
from pathlib import Path

HERE = Path(__file__).parent.resolve()

os.environ.update(
    DAGSTER_HOME=str(HERE),
    **{
        f"DAGSTER_BINDER_{k}".upper(): str(HERE / f"_dagster_{k}")
        for k in ["event_logs", "artifacts", "compute_logs"]
    },
)


def run(dagit_args):
    print(dagit_args)
    daemon = subprocess.Popen(["dagster-daemon", "run"])
    dagit = subprocess.Popen(["dagit", *dagit_args])

    try:
        daemon.wait()
    except:
        pass
    finally:
        daemon.terminate()
        dagit.terminate()

    return 0


if __name__ == "__main__":
    sys.exit(run(sys.argv[1:]))

Dagster.png

dagster.svg

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dagster.yaml

# all the base_dirs get updated to ~/_dagster_{thing}
event_log_storage:
  module: dagster.core.storage.event_log
  class: ConsolidatedSqliteEventLogStorage
  config:
    base_dir:
      env: DAGSTER_BINDER_EVENT_LOGS

scheduler:
  module: dagster.core.scheduler
  class: DagsterDaemonScheduler

run_launcher:
  module: dagster.core.launcher
  class: DefaultRunLauncher

run_coordinator:
  module: dagster.core.run_coordinator
  class: QueuedRunCoordinator

compute_logs:
  module: dagster.core.storage.local_compute_log_manager
  class: LocalComputeLogManager
  config:
    base_dir:
      env: DAGSTER_BINDER_COMPUTE_LOGS

local_artifact_storage:
  module: dagster.core.storage.root
  class: LocalArtifactStorage
  config:
    base_dir:
      env: DAGSTER_BINDER_ARTIFACTS

telemetry:
  enabled: false

environment.yml

name: dagster-binder

channels:
  - conda-forge
  - nodefaults

dependencies:
  - dagit
  - dagster >=0.11.1,<12
  - dagster-dask
  - dagster-github
  - dagster-pandas
  - dagster-postgres
  - dagster-shell
  - dagstermill
  - dask-labextension
  - importnb
  - ipywidgets
  - jupyter-server-proxy
  - jupyterlab >=3,<4
  - jupyterlab-lsp
  - jupyter-lsp-python-plugins
  - jupyterlab-tour
  - nodejs >=14,<15
  - pip
  - postgresql
  - python >=3.7,<3.8.0a0
  - xeus-python
  - pip:
    - jupyter-starters
    - quiz

hello_cereal.py

import csv

import dagster as D
from dagster_dask import dask_executor


@D.solid
def hello_cereal(context):
    # Assuming the dataset is in the same directory as this file
    dataset_path = "cereal.csv"
    with open(dataset_path, "r") as fd:
        # Read the rows in using the standard csv library
        cereals = [row for row in csv.DictReader(fd)]

    context.log.info("Found {n_cereals} cereals".format(n_cereals=len(cereals)))

    return cereals


@D.pipeline(
    mode_defs=[D.ModeDefinition(executor_defs=D.default_executors + [dask_executor])]
)
def hello_cereal_pipeline():
    hello_cereal()

hello_cereal.yaml

storage:
  filesystem:
execution:
  dask:

jupyter_notebook_config.py

from pathlib import Path

HERE = Path(__file__).parent

c.ServerProxy.servers = {
    "dagit": {
        "command": [
            "python3",
            "dagon.py",
            "--port",
            "{port}",
            "--path-prefix",
            "{base_url}dagit",
            "--python-file",
            "hello_cereal.py",
        ],
        "timeout": 60,
        "absolute_url": True,
        "new_browser_tab": False,
        "launcher_entry": {"icon_path": str(HERE / "dagster.svg"), "title": "Dagit"},
    }
}

repository.yaml

repository:
  file: repo.py
  fn: define_repo